Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TNPO2

Gene summary for TNPO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNPO2

Gene ID

30000

Gene nametransportin 2
Gene AliasIPO3
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0006606

UniProtAcc

A0A024R7F7


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
30000TNPO2HTA11_1938_2000001011HumanColorectumAD1.03e-034.35e-01-0.0811
30000TNPO2HTA11_347_2000001011HumanColorectumAD3.43e-063.74e-01-0.1954
30000TNPO2HTA11_696_2000001011HumanColorectumAD8.19e-094.13e-01-0.1464
30000TNPO2HTA11_866_2000001011HumanColorectumAD6.61e-073.57e-01-0.1001
30000TNPO2HTA11_1391_2000001011HumanColorectumAD1.60e-127.05e-01-0.059
30000TNPO2HTA11_866_3004761011HumanColorectumAD2.05e-064.30e-010.096
30000TNPO2HTA11_7696_3000711011HumanColorectumAD2.70e-267.79e-010.0674
30000TNPO2HTA11_99999970781_79442HumanColorectumMSS2.96e-022.94e-010.294
30000TNPO2HTA11_99999965104_69814HumanColorectumMSS2.31e-086.19e-010.281
30000TNPO2HTA11_99999971662_82457HumanColorectumMSS2.54e-218.91e-010.3859
30000TNPO2HTA11_99999973899_84307HumanColorectumMSS1.46e-035.69e-010.2585
30000TNPO2HTA11_99999974143_84620HumanColorectumMSS4.84e-094.78e-010.3005
30000TNPO2A015-C-203HumanColorectumFAP1.11e-035.83e-02-0.1294
30000TNPO2A002-C-205HumanColorectumFAP3.99e-024.76e-02-0.1236
30000TNPO2A015-C-104HumanColorectumFAP3.92e-04-7.50e-02-0.1899
30000TNPO2A002-C-016HumanColorectumFAP4.21e-02-1.30e-010.0521
30000TNPO2A002-C-116HumanColorectumFAP1.99e-04-1.07e-01-0.0452
30000TNPO2C04HumanOral cavityOSCC9.27e-093.73e-010.2633
30000TNPO2C21HumanOral cavityOSCC1.25e-093.42e-010.2678
30000TNPO2C30HumanOral cavityOSCC7.87e-105.72e-010.3055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
GO:0051170ColorectumADimport into nucleus53/3918159/187231.76e-042.38e-0353
GO:0006606ColorectumADprotein import into nucleus51/3918155/187233.29e-043.86e-0351
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00345042ColorectumMSSprotein localization to nucleus92/3467290/187233.66e-081.98e-0692
GO:00170382ColorectumMSSprotein import65/3467206/187234.28e-061.22e-0465
GO:00511702ColorectumMSSimport into nucleus52/3467159/187231.23e-052.87e-0452
GO:00066062ColorectumMSSprotein import into nucleus50/3467155/187232.72e-055.58e-0450
GO:00069134ColorectumFAPnucleocytoplasmic transport77/2622301/187236.15e-084.54e-0677
GO:00511694ColorectumFAPnuclear transport77/2622301/187236.15e-084.54e-0677
GO:00725944ColorectumFAPestablishment of protein localization to organelle96/2622422/187236.63e-073.20e-0596
GO:00345044ColorectumFAPprotein localization to nucleus66/2622290/187233.47e-057.64e-0466
GO:00511704ColorectumFAPimport into nucleus39/2622159/187232.68e-043.64e-0339
GO:00066064ColorectumFAPprotein import into nucleus38/2622155/187233.23e-044.15e-0338
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TNPO2SNVMissense_Mutationnovelc.2071N>Ap.Leu691Ilep.L691IO14787protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNPO2deletionFrame_Shift_Delnovelc.69_78delNNNNNNNNNNp.Asn24LeufsTer22p.N24Lfs*22O14787protein_codingTCGA-MS-A51U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TNPO2SNVMissense_Mutationc.1948N>Ap.Glu650Lysp.E650KO14787protein_codingdeleterious(0.04)probably_damaging(0.985)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationc.1130N>Tp.Ala377Valp.A377VO14787protein_codingdeleterious(0.03)possibly_damaging(0.5)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationc.1006N>Tp.Arg336Cysp.R336CO14787protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AA-3680-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPD
TNPO2SNVMissense_Mutationc.1433N>Cp.Leu478Prop.L478PO14787protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationnovelc.519N>Ap.Met173Ilep.M173IO14787protein_codingtolerated(0.06)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationnovelc.188G>Ap.Arg63Hisp.R63HO14787protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationnovelc.548A>Cp.His183Prop.H183PO14787protein_codingdeleterious(0)benign(0.006)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNPO2SNVMissense_Mutationc.926C>Tp.Ser309Leup.S309LO14787protein_codingdeleterious(0)benign(0.096)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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